{"id":"W4251873966","doi":"10.1515/9781503609716-fm","title":"Frontmatter","year":2020,"lang":"en","type":"book-chapter","venue":"Stanford University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007712306,0.0007053177,0.0007035302,0.0002557733,0.0002132692,0.00007037616,0.001023965,0.0005764642,0.001999213],"category_scores_gemma":[0.000006932714,0.0008742901,0.0004257225,0.000008798898,0.0003583517,0.000169452,0.0008541303,0.0009599079,0.005847595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005522729,"about_ca_system_score_gemma":0.0001872034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001213666,"about_ca_topic_score_gemma":0.0000570505,"domain_scores_codex":[0.9977508,0.00003756666,0.0002752498,0.0008184378,0.0006575796,0.0004603777],"domain_scores_gemma":[0.9980977,0.00004990931,0.0003954422,0.0008775527,0.0001788082,0.0004005978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003764766,0.000004448071,0.00000119547,0.00007472485,0.0003547914,0.0006414084,0.0002462312,0.000001751274,0.00003562348,0.6074826,0.3900158,0.000764986],"study_design_scores_gemma":[0.0008887773,0.00007848561,0.000002601244,0.0001375474,0.0004286917,0.000007498906,0.0000544681,0.00001998802,0.00007262465,0.001180388,0.9962645,0.0008644743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005155666,0.00006650431,0.0002546221,0.00003919846,0.0002157597,0.0006421749,0.002944556,0.000744382,0.9950876],"genre_scores_gemma":[0.0002147139,0.000006560705,0.0003752947,0.0002296187,0.0001808271,4.930228e-7,0.0001718634,0.0002784319,0.9985422],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6063022,"threshold_uncertainty_score":0.9993708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03076921620790688,"score_gpt":0.1980658570267772,"score_spread":0.1672966408188704,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}